Dataset statistics
| Number of variables | 21 |
|---|---|
| Number of observations | 1460 |
| Missing cells | 207 |
| Missing cells (%) | 0.7% |
| Duplicate rows | 0 |
| Duplicate rows (%) | 0.0% |
| Total size in memory | 751.0 KiB |
| Average record size in memory | 526.7 B |
Variable types
| Categorical | 6 |
|---|---|
| Numeric | 14 |
| Boolean | 1 |
OverallQual is highly correlated with YearBuilt and 6 other fields | High correlation |
YearBuilt is highly correlated with OverallQual and 5 other fields | High correlation |
TotalBsmtSF is highly correlated with 1stFlrSF and 1 other fields | High correlation |
1stFlrSF is highly correlated with TotalBsmtSF and 1 other fields | High correlation |
2ndFlrSF is highly correlated with GrLivArea and 1 other fields | High correlation |
GrLivArea is highly correlated with OverallQual and 5 other fields | High correlation |
FullBath is highly correlated with OverallQual and 6 other fields | High correlation |
TotRmsAbvGrd is highly correlated with 2ndFlrSF and 3 other fields | High correlation |
GarageYrBlt is highly correlated with OverallQual and 5 other fields | High correlation |
GarageCars is highly correlated with OverallQual and 6 other fields | High correlation |
GarageArea is highly correlated with OverallQual and 4 other fields | High correlation |
SalePrice is highly correlated with OverallQual and 9 other fields | High correlation |
OverallQual is highly correlated with YearBuilt and 7 other fields | High correlation |
YearBuilt is highly correlated with OverallQual and 3 other fields | High correlation |
BsmtFinSF1 is highly correlated with TotalBsmtSF | High correlation |
TotalBsmtSF is highly correlated with OverallQual and 3 other fields | High correlation |
1stFlrSF is highly correlated with TotalBsmtSF and 2 other fields | High correlation |
2ndFlrSF is highly correlated with GrLivArea and 1 other fields | High correlation |
GrLivArea is highly correlated with OverallQual and 5 other fields | High correlation |
FullBath is highly correlated with OverallQual and 3 other fields | High correlation |
TotRmsAbvGrd is highly correlated with 2ndFlrSF and 3 other fields | High correlation |
GarageYrBlt is highly correlated with OverallQual and 3 other fields | High correlation |
GarageCars is highly correlated with OverallQual and 4 other fields | High correlation |
GarageArea is highly correlated with OverallQual and 3 other fields | High correlation |
SalePrice is highly correlated with OverallQual and 8 other fields | High correlation |
OverallQual is highly correlated with YearBuilt and 3 other fields | High correlation |
YearBuilt is highly correlated with OverallQual and 1 other fields | High correlation |
TotalBsmtSF is highly correlated with 1stFlrSF | High correlation |
1stFlrSF is highly correlated with TotalBsmtSF | High correlation |
2ndFlrSF is highly correlated with GrLivArea | High correlation |
GrLivArea is highly correlated with 2ndFlrSF and 3 other fields | High correlation |
FullBath is highly correlated with OverallQual and 2 other fields | High correlation |
TotRmsAbvGrd is highly correlated with GrLivArea | High correlation |
GarageYrBlt is highly correlated with YearBuilt and 1 other fields | High correlation |
GarageCars is highly correlated with OverallQual and 3 other fields | High correlation |
GarageArea is highly correlated with GarageCars | High correlation |
SalePrice is highly correlated with OverallQual and 3 other fields | High correlation |
KitchenQual is highly correlated with ExterQual | High correlation |
BsmtQual is highly correlated with Neighborhood | High correlation |
Neighborhood is highly correlated with BsmtQual | High correlation |
ExterQual is highly correlated with KitchenQual | High correlation |
Neighborhood is highly correlated with OverallQual and 14 other fields | High correlation |
OverallQual is highly correlated with Neighborhood and 15 other fields | High correlation |
YearBuilt is highly correlated with Neighborhood and 14 other fields | High correlation |
MasVnrArea is highly correlated with OverallQual and 3 other fields | High correlation |
ExterQual is highly correlated with Neighborhood and 9 other fields | High correlation |
BsmtQual is highly correlated with Neighborhood and 9 other fields | High correlation |
BsmtFinSF1 is highly correlated with TotalBsmtSF and 4 other fields | High correlation |
TotalBsmtSF is highly correlated with OverallQual and 5 other fields | High correlation |
HeatingQC is highly correlated with Neighborhood and 4 other fields | High correlation |
CentralAir is highly correlated with YearBuilt and 2 other fields | High correlation |
1stFlrSF is highly correlated with Neighborhood and 9 other fields | High correlation |
2ndFlrSF is highly correlated with Neighborhood and 7 other fields | High correlation |
GrLivArea is highly correlated with Neighborhood and 12 other fields | High correlation |
FullBath is highly correlated with Neighborhood and 11 other fields | High correlation |
KitchenQual is highly correlated with Neighborhood and 10 other fields | High correlation |
TotRmsAbvGrd is highly correlated with OverallQual and 5 other fields | High correlation |
GarageYrBlt is highly correlated with Neighborhood and 9 other fields | High correlation |
GarageFinish is highly correlated with Neighborhood and 5 other fields | High correlation |
GarageCars is highly correlated with Neighborhood and 7 other fields | High correlation |
GarageArea is highly correlated with Neighborhood and 12 other fields | High correlation |
SalePrice is highly correlated with Neighborhood and 19 other fields | High correlation |
BsmtQual has 37 (2.5%) missing values | Missing |
GarageYrBlt has 81 (5.5%) missing values | Missing |
GarageFinish has 81 (5.5%) missing values | Missing |
MasVnrArea has 861 (59.0%) zeros | Zeros |
BsmtFinSF1 has 467 (32.0%) zeros | Zeros |
TotalBsmtSF has 37 (2.5%) zeros | Zeros |
2ndFlrSF has 829 (56.8%) zeros | Zeros |
GarageCars has 81 (5.5%) zeros | Zeros |
GarageArea has 81 (5.5%) zeros | Zeros |
Reproduction
| Analysis started | 2022-04-24 13:15:57.588207 |
|---|---|
| Analysis finished | 2022-04-24 13:16:16.747305 |
| Duration | 19.16 seconds |
| Software version | pandas-profiling v3.1.0 |
| Download configuration | config.json |
| Distinct | 25 |
|---|---|
| Distinct (%) | 1.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 90.7 KiB |
| NAmes | |
|---|---|
| CollgCr | |
| OldTown | |
| Edwards | |
| Somerst | |
| Other values (20) |
Length
| Max length | 7 |
|---|---|
| Median length | 7 |
| Mean length | 6.494520548 |
| Min length | 5 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | CollgCr |
|---|---|
| 2nd row | Veenker |
| 3rd row | CollgCr |
| 4th row | Crawfor |
| 5th row | NoRidge |
Common Values
| Value | Count | Frequency (%) |
| NAmes | 225 | |
| CollgCr | 150 | 10.3% |
| OldTown | 113 | 7.7% |
| Edwards | 100 | 6.8% |
| Somerst | 86 | 5.9% |
| Gilbert | 79 | 5.4% |
| NridgHt | 77 | 5.3% |
| Sawyer | 74 | 5.1% |
| NWAmes | 73 | 5.0% |
| SawyerW | 59 | 4.0% |
| Other values (15) | 424 |
Length
| Value | Count | Frequency (%) |
| names | 225 | |
| collgcr | 150 | 10.3% |
| oldtown | 113 | 7.7% |
| edwards | 100 | 6.8% |
| somerst | 86 | 5.9% |
| gilbert | 79 | 5.4% |
| nridght | 77 | 5.3% |
| sawyer | 74 | 5.1% |
| nwames | 73 | 5.0% |
| sawyerw | 59 | 4.0% |
| Other values (15) | 424 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 10 |
|---|---|
| Distinct (%) | 0.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.099315068 |
| Minimum | 1 |
|---|---|
| Maximum | 10 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 8 |
| Maximum | 10 |
| Range | 9 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.382996547 |
|---|---|
| Coefficient of variation (CV) | 0.2267462053 |
| Kurtosis | 0.09629277836 |
| Mean | 6.099315068 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.2169439278 |
| Sum | 8905 |
| Variance | 1.912679448 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 4 | 116 | 7.9% |
| 9 | 43 | 2.9% |
| 3 | 20 | 1.4% |
| 10 | 18 | 1.2% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 1 | 2 | 0.1% |
| 2 | 3 | 0.2% |
| 3 | 20 | 1.4% |
| 4 | 116 | 7.9% |
| 5 | 397 | |
| 6 | 374 | |
| 7 | 319 | |
| 8 | 168 | |
| 9 | 43 | 2.9% |
| 10 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 10 | 18 | 1.2% |
| 9 | 43 | 2.9% |
| 8 | 168 | |
| 7 | 319 | |
| 6 | 374 | |
| 5 | 397 | |
| 4 | 116 | 7.9% |
| 3 | 20 | 1.4% |
| 2 | 3 | 0.2% |
| 1 | 2 | 0.1% |
| Distinct | 112 |
|---|---|
| Distinct (%) | 7.7% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1971.267808 |
| Minimum | 1872 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1872 |
|---|---|
| 5-th percentile | 1916 |
| Q1 | 1954 |
| median | 1973 |
| Q3 | 2000 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 138 |
| Interquartile range (IQR) | 46 |
Descriptive statistics
| Standard deviation | 30.20290404 |
|---|---|
| Coefficient of variation (CV) | 0.01532156307 |
| Kurtosis | -0.4395519416 |
| Mean | 1971.267808 |
| Median Absolute Deviation (MAD) | 25 |
| Skewness | -0.6134611725 |
| Sum | 2878051 |
| Variance | 912.2154126 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2006 | 67 | 4.6% |
| 2005 | 64 | 4.4% |
| 2004 | 54 | 3.7% |
| 2007 | 49 | 3.4% |
| 2003 | 45 | 3.1% |
| 1976 | 33 | 2.3% |
| 1977 | 32 | 2.2% |
| 1920 | 30 | 2.1% |
| 1959 | 26 | 1.8% |
| 1998 | 25 | 1.7% |
| Other values (102) | 1035 |
| Value | Count | Frequency (%) |
| 1872 | 1 | 0.1% |
| 1875 | 1 | 0.1% |
| 1880 | 4 | 0.3% |
| 1882 | 1 | 0.1% |
| 1885 | 2 | 0.1% |
| 1890 | 2 | 0.1% |
| 1892 | 2 | 0.1% |
| 1893 | 1 | 0.1% |
| 1898 | 1 | 0.1% |
| 1900 | 10 |
| Value | Count | Frequency (%) |
| 2010 | 1 | 0.1% |
| 2009 | 18 | 1.2% |
| 2008 | 23 | 1.6% |
| 2007 | 49 | |
| 2006 | 67 | |
| 2005 | 64 | |
| 2004 | 54 | |
| 2003 | 45 | |
| 2002 | 23 | 1.6% |
| 2001 | 20 | 1.4% |
| Distinct | 327 |
|---|---|
| Distinct (%) | 22.5% |
| Missing | 8 |
| Missing (%) | 0.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 103.6852617 |
| Minimum | 0 |
|---|---|
| Maximum | 1600 |
| Zeros | 861 |
| Zeros (%) | 59.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 166 |
| 95-th percentile | 456 |
| Maximum | 1600 |
| Range | 1600 |
| Interquartile range (IQR) | 166 |
Descriptive statistics
| Standard deviation | 181.0662066 |
|---|---|
| Coefficient of variation (CV) | 1.746306115 |
| Kurtosis | 10.08241732 |
| Mean | 103.6852617 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 2.66908421 |
| Sum | 150551 |
| Variance | 32784.97117 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 72 | 8 | 0.5% |
| 108 | 8 | 0.5% |
| 180 | 8 | 0.5% |
| 120 | 7 | 0.5% |
| 16 | 7 | 0.5% |
| 340 | 6 | 0.4% |
| 106 | 6 | 0.4% |
| 80 | 6 | 0.4% |
| 200 | 6 | 0.4% |
| Other values (317) | 529 | |
| (Missing) | 8 | 0.5% |
| Value | Count | Frequency (%) |
| 0 | 861 | |
| 1 | 2 | 0.1% |
| 11 | 1 | 0.1% |
| 14 | 1 | 0.1% |
| 16 | 7 | 0.5% |
| 18 | 2 | 0.1% |
| 22 | 1 | 0.1% |
| 24 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 1600 | 1 | |
| 1378 | 1 | |
| 1170 | 1 | |
| 1129 | 1 | |
| 1115 | 1 | |
| 1047 | 1 | |
| 1031 | 1 | |
| 975 | 1 | |
| 922 | 1 | |
| 921 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | 52 |
| Fa | 14 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 906 | |
| Gd | 488 | |
| Ex | 52 | 3.6% |
| Fa | 14 | 1.0% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ta | 906 | |
| gd | 488 | |
| ex | 52 | 3.6% |
| fa | 14 | 1.0% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 37 |
| Missing (%) | 2.5% |
| Memory size | 83.3 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 35 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | Gd |
| 3rd row | Gd |
| 4th row | TA |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 649 | |
| Gd | 618 | |
| Ex | 121 | 8.3% |
| Fa | 35 | 2.4% |
| (Missing) | 37 | 2.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ta | 649 | |
| gd | 618 | |
| ex | 121 | 8.5% |
| fa | 35 | 2.5% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 637 |
|---|---|
| Distinct (%) | 43.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 443.639726 |
| Minimum | 0 |
|---|---|
| Maximum | 5644 |
| Zeros | 467 |
| Zeros (%) | 32.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 383.5 |
| Q3 | 712.25 |
| 95-th percentile | 1274 |
| Maximum | 5644 |
| Range | 5644 |
| Interquartile range (IQR) | 712.25 |
Descriptive statistics
| Standard deviation | 456.0980908 |
|---|---|
| Coefficient of variation (CV) | 1.028082167 |
| Kurtosis | 11.11823629 |
| Mean | 443.639726 |
| Median Absolute Deviation (MAD) | 383.5 |
| Skewness | 1.685503072 |
| Sum | 647714 |
| Variance | 208025.4685 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 24 | 12 | 0.8% |
| 16 | 9 | 0.6% |
| 686 | 5 | 0.3% |
| 662 | 5 | 0.3% |
| 20 | 5 | 0.3% |
| 936 | 5 | 0.3% |
| 616 | 5 | 0.3% |
| 560 | 4 | 0.3% |
| 553 | 4 | 0.3% |
| Other values (627) | 939 |
| Value | Count | Frequency (%) |
| 0 | 467 | |
| 2 | 1 | 0.1% |
| 16 | 9 | 0.6% |
| 20 | 5 | 0.3% |
| 24 | 12 | 0.8% |
| 25 | 1 | 0.1% |
| 27 | 1 | 0.1% |
| 28 | 3 | 0.2% |
| 33 | 1 | 0.1% |
| 35 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5644 | 1 | |
| 2260 | 1 | |
| 2188 | 1 | |
| 2096 | 1 | |
| 1904 | 1 | |
| 1880 | 1 | |
| 1810 | 1 | |
| 1767 | 1 | |
| 1721 | 1 | |
| 1696 | 1 |
TotalBsmtSF
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 721 |
|---|---|
| Distinct (%) | 49.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1057.429452 |
| Minimum | 0 |
|---|---|
| Maximum | 6110 |
| Zeros | 37 |
| Zeros (%) | 2.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 519.3 |
| Q1 | 795.75 |
| median | 991.5 |
| Q3 | 1298.25 |
| 95-th percentile | 1753 |
| Maximum | 6110 |
| Range | 6110 |
| Interquartile range (IQR) | 502.5 |
Descriptive statistics
| Standard deviation | 438.7053245 |
|---|---|
| Coefficient of variation (CV) | 0.4148790481 |
| Kurtosis | 13.25048328 |
| Mean | 1057.429452 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.524254549 |
| Sum | 1543847 |
| Variance | 192462.3617 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 37 | 2.5% |
| 864 | 35 | 2.4% |
| 672 | 17 | 1.2% |
| 912 | 15 | 1.0% |
| 1040 | 14 | 1.0% |
| 816 | 13 | 0.9% |
| 768 | 12 | 0.8% |
| 728 | 12 | 0.8% |
| 894 | 11 | 0.8% |
| 780 | 11 | 0.8% |
| Other values (711) | 1283 |
| Value | Count | Frequency (%) |
| 0 | 37 | |
| 105 | 1 | 0.1% |
| 190 | 1 | 0.1% |
| 264 | 3 | 0.2% |
| 270 | 1 | 0.1% |
| 290 | 1 | 0.1% |
| 319 | 1 | 0.1% |
| 360 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 384 | 7 | 0.5% |
| Value | Count | Frequency (%) |
| 6110 | 1 | |
| 3206 | 1 | |
| 3200 | 1 | |
| 3138 | 1 | |
| 3094 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2444 | 1 | |
| 2396 | 1 | |
| 2392 | 1 |
| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.2 KiB |
| Ex | |
|---|---|
| TA | |
| Gd | |
| Fa | 49 |
| Po | 1 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 1 ? |
|---|---|
| Unique (%) | 0.1% |
Sample
| 1st row | Ex |
|---|---|
| 2nd row | Ex |
| 3rd row | Ex |
| 4th row | Gd |
| 5th row | Ex |
Common Values
| Value | Count | Frequency (%) |
| Ex | 741 | |
| TA | 428 | |
| Gd | 241 | 16.5% |
| Fa | 49 | 3.4% |
| Po | 1 | 0.1% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ex | 741 | |
| ta | 428 | |
| gd | 241 | 16.5% |
| fa | 49 | 3.4% |
| po | 1 | 0.1% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 2 |
|---|---|
| Distinct (%) | 0.1% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 1.6 KiB |
| True | |
|---|---|
| False | 95 |
| Value | Count | Frequency (%) |
| True | 1365 | |
| False | 95 | 6.5% |
| Distinct | 753 |
|---|---|
| Distinct (%) | 51.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1162.626712 |
| Minimum | 334 |
|---|---|
| Maximum | 4692 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 672.95 |
| Q1 | 882 |
| median | 1087 |
| Q3 | 1391.25 |
| 95-th percentile | 1831.25 |
| Maximum | 4692 |
| Range | 4358 |
| Interquartile range (IQR) | 509.25 |
Descriptive statistics
| Standard deviation | 386.587738 |
|---|---|
| Coefficient of variation (CV) | 0.3325123481 |
| Kurtosis | 5.745841482 |
| Mean | 1162.626712 |
| Median Absolute Deviation (MAD) | 234.5 |
| Skewness | 1.376756622 |
| Sum | 1697435 |
| Variance | 149450.0792 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 25 | 1.7% |
| 1040 | 16 | 1.1% |
| 912 | 14 | 1.0% |
| 894 | 12 | 0.8% |
| 848 | 12 | 0.8% |
| 672 | 11 | 0.8% |
| 630 | 9 | 0.6% |
| 816 | 9 | 0.6% |
| 483 | 7 | 0.5% |
| 960 | 7 | 0.5% |
| Other values (743) | 1338 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 372 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 483 | 7 | |
| 495 | 1 | 0.1% |
| 520 | 5 | |
| 525 | 1 | 0.1% |
| 526 | 1 | 0.1% |
| 536 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 4692 | 1 | |
| 3228 | 1 | |
| 3138 | 1 | |
| 2898 | 1 | |
| 2633 | 1 | |
| 2524 | 1 | |
| 2515 | 1 | |
| 2444 | 1 | |
| 2411 | 1 | |
| 2402 | 1 |
| Distinct | 417 |
|---|---|
| Distinct (%) | 28.6% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 346.9924658 |
| Minimum | 0 |
|---|---|
| Maximum | 2065 |
| Zeros | 829 |
| Zeros (%) | 56.8% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 0 |
| median | 0 |
| Q3 | 728 |
| 95-th percentile | 1141.05 |
| Maximum | 2065 |
| Range | 2065 |
| Interquartile range (IQR) | 728 |
Descriptive statistics
| Standard deviation | 436.5284359 |
|---|---|
| Coefficient of variation (CV) | 1.258034335 |
| Kurtosis | -0.5534635576 |
| Mean | 346.9924658 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.8130298163 |
| Sum | 506609 |
| Variance | 190557.0753 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 728 | 10 | 0.7% |
| 504 | 9 | 0.6% |
| 546 | 8 | 0.5% |
| 672 | 8 | 0.5% |
| 600 | 7 | 0.5% |
| 720 | 7 | 0.5% |
| 896 | 6 | 0.4% |
| 862 | 5 | 0.3% |
| 780 | 5 | 0.3% |
| Other values (407) | 566 |
| Value | Count | Frequency (%) |
| 0 | 829 | |
| 110 | 1 | 0.1% |
| 167 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 208 | 1 | 0.1% |
| 213 | 1 | 0.1% |
| 220 | 1 | 0.1% |
| 224 | 1 | 0.1% |
| 240 | 2 | 0.1% |
| 252 | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2065 | 1 | |
| 1872 | 1 | |
| 1818 | 1 | |
| 1796 | 1 | |
| 1611 | 1 | |
| 1589 | 1 | |
| 1540 | 1 | |
| 1538 | 1 | |
| 1523 | 1 | |
| 1519 | 1 |
| Distinct | 861 |
|---|---|
| Distinct (%) | 59.0% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1515.463699 |
| Minimum | 334 |
|---|---|
| Maximum | 5642 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 334 |
|---|---|
| 5-th percentile | 848 |
| Q1 | 1129.5 |
| median | 1464 |
| Q3 | 1776.75 |
| 95-th percentile | 2466.1 |
| Maximum | 5642 |
| Range | 5308 |
| Interquartile range (IQR) | 647.25 |
Descriptive statistics
| Standard deviation | 525.4803834 |
|---|---|
| Coefficient of variation (CV) | 0.3467456092 |
| Kurtosis | 4.895120581 |
| Mean | 1515.463699 |
| Median Absolute Deviation (MAD) | 326 |
| Skewness | 1.366560356 |
| Sum | 2212577 |
| Variance | 276129.6334 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 864 | 22 | 1.5% |
| 1040 | 14 | 1.0% |
| 894 | 11 | 0.8% |
| 1456 | 10 | 0.7% |
| 848 | 10 | 0.7% |
| 1200 | 9 | 0.6% |
| 912 | 9 | 0.6% |
| 816 | 8 | 0.5% |
| 1092 | 8 | 0.5% |
| 1728 | 7 | 0.5% |
| Other values (851) | 1352 |
| Value | Count | Frequency (%) |
| 334 | 1 | 0.1% |
| 438 | 1 | 0.1% |
| 480 | 1 | 0.1% |
| 520 | 1 | 0.1% |
| 605 | 1 | 0.1% |
| 616 | 1 | 0.1% |
| 630 | 6 | |
| 672 | 2 | 0.1% |
| 691 | 1 | 0.1% |
| 693 | 1 | 0.1% |
| Value | Count | Frequency (%) |
| 5642 | 1 | |
| 4676 | 1 | |
| 4476 | 1 | |
| 4316 | 1 | |
| 3627 | 1 | |
| 3608 | 1 | |
| 3493 | 1 | |
| 3447 | 1 | |
| 3395 | 1 | |
| 3279 | 1 |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.565068493 |
| Minimum | 0 |
|---|---|
| Maximum | 3 |
| Zeros | 9 |
| Zeros (%) | 0.6% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 1 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 2 |
| Maximum | 3 |
| Range | 3 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.5509158013 |
|---|---|
| Coefficient of variation (CV) | 0.3520074704 |
| Kurtosis | -0.8570428213 |
| Mean | 1.565068493 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | 0.0365615584 |
| Sum | 2285 |
| Variance | 0.3035082201 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 768 | |
| 1 | 650 | |
| 3 | 33 | 2.3% |
| 0 | 9 | 0.6% |
| Value | Count | Frequency (%) |
| 0 | 9 | 0.6% |
| 1 | 650 | |
| 2 | 768 | |
| 3 | 33 | 2.3% |
| Value | Count | Frequency (%) |
| 3 | 33 | 2.3% |
| 2 | 768 | |
| 1 | 650 | |
| 0 | 9 | 0.6% |
| Distinct | 4 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Memory size | 84.2 KiB |
| TA | |
|---|---|
| Gd | |
| Ex | |
| Fa | 39 |
Length
| Max length | 2 |
|---|---|
| Median length | 2 |
| Mean length | 2 |
| Min length | 2 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | Gd |
|---|---|
| 2nd row | TA |
| 3rd row | Gd |
| 4th row | Gd |
| 5th row | Gd |
Common Values
| Value | Count | Frequency (%) |
| TA | 735 | |
| Gd | 586 | |
| Ex | 100 | 6.8% |
| Fa | 39 | 2.7% |
Length
Pie chart
| Value | Count | Frequency (%) |
| ta | 735 | |
| gd | 586 | |
| ex | 100 | 6.8% |
| fa | 39 | 2.7% |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
| Distinct | 12 |
|---|---|
| Distinct (%) | 0.8% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 6.517808219 |
| Minimum | 2 |
|---|---|
| Maximum | 14 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 2 |
|---|---|
| 5-th percentile | 4 |
| Q1 | 5 |
| median | 6 |
| Q3 | 7 |
| 95-th percentile | 10 |
| Maximum | 14 |
| Range | 12 |
| Interquartile range (IQR) | 2 |
Descriptive statistics
| Standard deviation | 1.625393291 |
|---|---|
| Coefficient of variation (CV) | 0.2493772808 |
| Kurtosis | 0.8807615657 |
| Mean | 6.517808219 |
| Median Absolute Deviation (MAD) | 1 |
| Skewness | 0.6763408364 |
| Sum | 9516 |
| Variance | 2.641903349 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 6 | 402 | |
| 7 | 329 | |
| 5 | 275 | |
| 8 | 187 | |
| 4 | 97 | 6.6% |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| 3 | 17 | 1.2% |
| 12 | 11 | 0.8% |
| Other values (2) | 2 | 0.1% |
| Value | Count | Frequency (%) |
| 2 | 1 | 0.1% |
| 3 | 17 | 1.2% |
| 4 | 97 | 6.6% |
| 5 | 275 | |
| 6 | 402 | |
| 7 | 329 | |
| 8 | 187 | |
| 9 | 75 | 5.1% |
| 10 | 47 | 3.2% |
| 11 | 18 | 1.2% |
| Value | Count | Frequency (%) |
| 14 | 1 | 0.1% |
| 12 | 11 | 0.8% |
| 11 | 18 | 1.2% |
| 10 | 47 | 3.2% |
| 9 | 75 | 5.1% |
| 8 | 187 | |
| 7 | 329 | |
| 6 | 402 | |
| 5 | 275 | |
| 4 | 97 | 6.6% |
GarageYrBlt
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONMISSING| Distinct | 97 |
|---|---|
| Distinct (%) | 7.0% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1978.506164 |
| Minimum | 1900 |
|---|---|
| Maximum | 2010 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 1900 |
|---|---|
| 5-th percentile | 1930 |
| Q1 | 1961 |
| median | 1980 |
| Q3 | 2002 |
| 95-th percentile | 2007 |
| Maximum | 2010 |
| Range | 110 |
| Interquartile range (IQR) | 41 |
Descriptive statistics
| Standard deviation | 24.68972477 |
|---|---|
| Coefficient of variation (CV) | 0.01247897288 |
| Kurtosis | -0.418340998 |
| Mean | 1978.506164 |
| Median Absolute Deviation (MAD) | 21 |
| Skewness | -0.6494146239 |
| Sum | 2728360 |
| Variance | 609.5825091 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2005 | 65 | 4.5% |
| 2006 | 59 | 4.0% |
| 2004 | 53 | 3.6% |
| 2003 | 50 | 3.4% |
| 2007 | 49 | 3.4% |
| 1977 | 35 | 2.4% |
| 1998 | 31 | 2.1% |
| 1999 | 30 | 2.1% |
| 1976 | 29 | 2.0% |
| 2008 | 29 | 2.0% |
| Other values (87) | 949 | |
| (Missing) | 81 | 5.5% |
| Value | Count | Frequency (%) |
| 1900 | 1 | 0.1% |
| 1906 | 1 | 0.1% |
| 1908 | 1 | 0.1% |
| 1910 | 3 | 0.2% |
| 1914 | 2 | 0.1% |
| 1915 | 2 | 0.1% |
| 1916 | 5 | 0.3% |
| 1918 | 2 | 0.1% |
| 1920 | 14 | |
| 1921 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 2010 | 3 | 0.2% |
| 2009 | 21 | 1.4% |
| 2008 | 29 | |
| 2007 | 49 | |
| 2006 | 59 | |
| 2005 | 65 | |
| 2004 | 53 | |
| 2003 | 50 | |
| 2002 | 26 | 1.8% |
| 2001 | 20 | 1.4% |
| Distinct | 3 |
|---|---|
| Distinct (%) | 0.2% |
| Missing | 81 |
| Missing (%) | 5.5% |
| Memory size | 83.5 KiB |
| Unf | |
|---|---|
| RFn | |
| Fin |
Length
| Max length | 3 |
|---|---|
| Median length | 3 |
| Mean length | 3 |
| Min length | 3 |
Characters and Unicode
| Total characters | 0 |
|---|---|
| Distinct characters | 0 |
| Distinct categories | 0 ? |
| Distinct scripts | 0 ? |
| Distinct blocks | 0 ? |
Unique
| Unique | 0 ? |
|---|---|
| Unique (%) | 0.0% |
Sample
| 1st row | RFn |
|---|---|
| 2nd row | RFn |
| 3rd row | RFn |
| 4th row | Unf |
| 5th row | RFn |
Common Values
| Value | Count | Frequency (%) |
| Unf | 605 | |
| RFn | 422 | |
| Fin | 352 | |
| (Missing) | 81 | 5.5% |
Length
Pie chart
| Value | Count | Frequency (%) |
| unf | 605 | |
| rfn | 422 | |
| fin | 352 |
Most occurring characters
| Value | Count | Frequency (%) |
| No values found. | ||
Most occurring categories
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per category
Most occurring scripts
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per script
Most occurring blocks
| Value | Count | Frequency (%) |
| No values found. | ||
Most frequent character per block
GarageCars
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 5 |
|---|---|
| Distinct (%) | 0.3% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 1.767123288 |
| Minimum | 0 |
|---|---|
| Maximum | 4 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 1 |
| median | 2 |
| Q3 | 2 |
| 95-th percentile | 3 |
| Maximum | 4 |
| Range | 4 |
| Interquartile range (IQR) | 1 |
Descriptive statistics
| Standard deviation | 0.7473150101 |
|---|---|
| Coefficient of variation (CV) | 0.4228991918 |
| Kurtosis | 0.220997764 |
| Mean | 1.767123288 |
| Median Absolute Deviation (MAD) | 0 |
| Skewness | -0.3425489297 |
| Sum | 2580 |
| Variance | 0.5584797243 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 2 | 824 | |
| 1 | 369 | |
| 3 | 181 | 12.4% |
| 0 | 81 | 5.5% |
| 4 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 1 | 369 | |
| 2 | 824 | |
| 3 | 181 | 12.4% |
| 4 | 5 | 0.3% |
| Value | Count | Frequency (%) |
| 4 | 5 | 0.3% |
| 3 | 181 | 12.4% |
| 2 | 824 | |
| 1 | 369 | |
| 0 | 81 | 5.5% |
GarageArea
Real number (ℝ≥0)
HIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONHIGH CORRELATIONZEROS| Distinct | 441 |
|---|---|
| Distinct (%) | 30.2% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 472.980137 |
| Minimum | 0 |
|---|---|
| Maximum | 1418 |
| Zeros | 81 |
| Zeros (%) | 5.5% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 0 |
|---|---|
| 5-th percentile | 0 |
| Q1 | 334.5 |
| median | 480 |
| Q3 | 576 |
| 95-th percentile | 850.1 |
| Maximum | 1418 |
| Range | 1418 |
| Interquartile range (IQR) | 241.5 |
Descriptive statistics
| Standard deviation | 213.8048415 |
|---|---|
| Coefficient of variation (CV) | 0.452037675 |
| Kurtosis | 0.9170672023 |
| Mean | 472.980137 |
| Median Absolute Deviation (MAD) | 120 |
| Skewness | 0.1799809067 |
| Sum | 690551 |
| Variance | 45712.51023 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 0 | 81 | 5.5% |
| 440 | 49 | 3.4% |
| 576 | 47 | 3.2% |
| 240 | 38 | 2.6% |
| 484 | 34 | 2.3% |
| 528 | 33 | 2.3% |
| 288 | 27 | 1.8% |
| 400 | 25 | 1.7% |
| 264 | 24 | 1.6% |
| 480 | 24 | 1.6% |
| Other values (431) | 1078 |
| Value | Count | Frequency (%) |
| 0 | 81 | |
| 160 | 2 | 0.1% |
| 164 | 1 | 0.1% |
| 180 | 9 | 0.6% |
| 186 | 1 | 0.1% |
| 189 | 1 | 0.1% |
| 192 | 1 | 0.1% |
| 198 | 1 | 0.1% |
| 200 | 4 | 0.3% |
| 205 | 3 | 0.2% |
| Value | Count | Frequency (%) |
| 1418 | 1 | |
| 1390 | 1 | |
| 1356 | 1 | |
| 1248 | 1 | |
| 1220 | 1 | |
| 1166 | 1 | |
| 1134 | 1 | |
| 1069 | 1 | |
| 1053 | 1 | |
| 1052 | 2 |
| Distinct | 663 |
|---|---|
| Distinct (%) | 45.4% |
| Missing | 0 |
| Missing (%) | 0.0% |
| Infinite | 0 |
| Infinite (%) | 0.0% |
| Mean | 180921.1959 |
| Minimum | 34900 |
|---|---|
| Maximum | 755000 |
| Zeros | 0 |
| Zeros (%) | 0.0% |
| Negative | 0 |
| Negative (%) | 0.0% |
| Memory size | 11.5 KiB |
Quantile statistics
| Minimum | 34900 |
|---|---|
| 5-th percentile | 88000 |
| Q1 | 129975 |
| median | 163000 |
| Q3 | 214000 |
| 95-th percentile | 326100 |
| Maximum | 755000 |
| Range | 720100 |
| Interquartile range (IQR) | 84025 |
Descriptive statistics
| Standard deviation | 79442.50288 |
|---|---|
| Coefficient of variation (CV) | 0.4391000319 |
| Kurtosis | 6.53628186 |
| Mean | 180921.1959 |
| Median Absolute Deviation (MAD) | 38000 |
| Skewness | 1.88287576 |
| Sum | 264144946 |
| Variance | 6311111264 |
| Monotonicity | Not monotonic |
| Value | Count | Frequency (%) |
| 140000 | 20 | 1.4% |
| 135000 | 17 | 1.2% |
| 155000 | 14 | 1.0% |
| 145000 | 14 | 1.0% |
| 190000 | 13 | 0.9% |
| 110000 | 13 | 0.9% |
| 115000 | 12 | 0.8% |
| 160000 | 12 | 0.8% |
| 130000 | 11 | 0.8% |
| 139000 | 11 | 0.8% |
| Other values (653) | 1323 |
| Value | Count | Frequency (%) |
| 34900 | 1 | |
| 35311 | 1 | |
| 37900 | 1 | |
| 39300 | 1 | |
| 40000 | 1 | |
| 52000 | 1 | |
| 52500 | 1 | |
| 55000 | 2 | |
| 55993 | 1 | |
| 58500 | 1 |
| Value | Count | Frequency (%) |
| 755000 | 1 | |
| 745000 | 1 | |
| 625000 | 1 | |
| 611657 | 1 | |
| 582933 | 1 | |
| 556581 | 1 | |
| 555000 | 1 | |
| 538000 | 1 | |
| 501837 | 1 | |
| 485000 | 1 |
Spearman's ρ
The Spearman's rank correlation coefficient (ρ) is a measure of monotonic correlation between two variables, and is therefore better in catching nonlinear monotonic correlations than Pearson's r. It's value lies between -1 and +1, -1 indicating total negative monotonic correlation, 0 indicating no monotonic correlation and 1 indicating total positive monotonic correlation.To calculate ρ for two variables X and Y, one divides the covariance of the rank variables of X and Y by the product of their standard deviations.
Pearson's r
The Pearson's correlation coefficient (r) is a measure of linear correlation between two variables. It's value lies between -1 and +1, -1 indicating total negative linear correlation, 0 indicating no linear correlation and 1 indicating total positive linear correlation. Furthermore, r is invariant under separate changes in location and scale of the two variables, implying that for a linear function the angle to the x-axis does not affect r.To calculate r for two variables X and Y, one divides the covariance of X and Y by the product of their standard deviations.
Kendall's τ
Similarly to Spearman's rank correlation coefficient, the Kendall rank correlation coefficient (τ) measures ordinal association between two variables. It's value lies between -1 and +1, -1 indicating total negative correlation, 0 indicating no correlation and 1 indicating total positive correlation.To calculate τ for two variables X and Y, one determines the number of concordant and discordant pairs of observations. τ is given by the number of concordant pairs minus the discordant pairs divided by the total number of pairs.
Cramér's V (φc)
Cramér's V is an association measure for nominal random variables. The coefficient ranges from 0 to 1, with 0 indicating independence and 1 indicating perfect association. The empirical estimators used for Cramér's V have been proved to be biased, even for large samples. We use a bias-corrected measure that has been proposed by Bergsma in 2013 that can be found here.Phik (φk)
Phik (φk) is a new and practical correlation coefficient that works consistently between categorical, ordinal and interval variables, captures non-linear dependency and reverts to the Pearson correlation coefficient in case of a bivariate normal input distribution. There is extensive documentation available here.First rows
| Neighborhood | OverallQual | YearBuilt | MasVnrArea | ExterQual | BsmtQual | BsmtFinSF1 | TotalBsmtSF | HeatingQC | CentralAir | 1stFlrSF | 2ndFlrSF | GrLivArea | FullBath | KitchenQual | TotRmsAbvGrd | GarageYrBlt | GarageFinish | GarageCars | GarageArea | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 0 | CollgCr | 7 | 2003 | 196.0 | Gd | Gd | 706 | 856 | Ex | Y | 856 | 854 | 1710 | 2 | Gd | 8 | 2003.0 | RFn | 2 | 548 | 208500 |
| 1 | Veenker | 6 | 1976 | 0.0 | TA | Gd | 978 | 1262 | Ex | Y | 1262 | 0 | 1262 | 2 | TA | 6 | 1976.0 | RFn | 2 | 460 | 181500 |
| 2 | CollgCr | 7 | 2001 | 162.0 | Gd | Gd | 486 | 920 | Ex | Y | 920 | 866 | 1786 | 2 | Gd | 6 | 2001.0 | RFn | 2 | 608 | 223500 |
| 3 | Crawfor | 7 | 1915 | 0.0 | TA | TA | 216 | 756 | Gd | Y | 961 | 756 | 1717 | 1 | Gd | 7 | 1998.0 | Unf | 3 | 642 | 140000 |
| 4 | NoRidge | 8 | 2000 | 350.0 | Gd | Gd | 655 | 1145 | Ex | Y | 1145 | 1053 | 2198 | 2 | Gd | 9 | 2000.0 | RFn | 3 | 836 | 250000 |
| 5 | Mitchel | 5 | 1993 | 0.0 | TA | Gd | 732 | 796 | Ex | Y | 796 | 566 | 1362 | 1 | TA | 5 | 1993.0 | Unf | 2 | 480 | 143000 |
| 6 | Somerst | 8 | 2004 | 186.0 | Gd | Ex | 1369 | 1686 | Ex | Y | 1694 | 0 | 1694 | 2 | Gd | 7 | 2004.0 | RFn | 2 | 636 | 307000 |
| 7 | NWAmes | 7 | 1973 | 240.0 | TA | Gd | 859 | 1107 | Ex | Y | 1107 | 983 | 2090 | 2 | TA | 7 | 1973.0 | RFn | 2 | 484 | 200000 |
| 8 | OldTown | 7 | 1931 | 0.0 | TA | TA | 0 | 952 | Gd | Y | 1022 | 752 | 1774 | 2 | TA | 8 | 1931.0 | Unf | 2 | 468 | 129900 |
| 9 | BrkSide | 5 | 1939 | 0.0 | TA | TA | 851 | 991 | Ex | Y | 1077 | 0 | 1077 | 1 | TA | 5 | 1939.0 | RFn | 1 | 205 | 118000 |
Last rows
| Neighborhood | OverallQual | YearBuilt | MasVnrArea | ExterQual | BsmtQual | BsmtFinSF1 | TotalBsmtSF | HeatingQC | CentralAir | 1stFlrSF | 2ndFlrSF | GrLivArea | FullBath | KitchenQual | TotRmsAbvGrd | GarageYrBlt | GarageFinish | GarageCars | GarageArea | SalePrice | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 1450 | NAmes | 5 | 1974 | 0.0 | TA | Gd | 0 | 896 | TA | Y | 896 | 896 | 1792 | 2 | TA | 8 | NaN | None | 0 | 0 | 136000 |
| 1451 | Somerst | 8 | 2008 | 194.0 | Gd | Gd | 0 | 1573 | Ex | Y | 1578 | 0 | 1578 | 2 | Ex | 7 | 2008.0 | Fin | 3 | 840 | 287090 |
| 1452 | Edwards | 5 | 2005 | 80.0 | TA | Gd | 547 | 547 | Gd | Y | 1072 | 0 | 1072 | 1 | TA | 5 | 2005.0 | Fin | 2 | 525 | 145000 |
| 1453 | Mitchel | 5 | 2006 | 0.0 | TA | Gd | 0 | 1140 | Ex | Y | 1140 | 0 | 1140 | 1 | TA | 6 | NaN | None | 0 | 0 | 84500 |
| 1454 | Somerst | 7 | 2004 | 0.0 | Gd | Gd | 410 | 1221 | Ex | Y | 1221 | 0 | 1221 | 2 | Gd | 6 | 2004.0 | RFn | 2 | 400 | 185000 |
| 1455 | Gilbert | 6 | 1999 | 0.0 | TA | Gd | 0 | 953 | Ex | Y | 953 | 694 | 1647 | 2 | TA | 7 | 1999.0 | RFn | 2 | 460 | 175000 |
| 1456 | NWAmes | 6 | 1978 | 119.0 | TA | Gd | 790 | 1542 | TA | Y | 2073 | 0 | 2073 | 2 | TA | 7 | 1978.0 | Unf | 2 | 500 | 210000 |
| 1457 | Crawfor | 7 | 1941 | 0.0 | Ex | TA | 275 | 1152 | Ex | Y | 1188 | 1152 | 2340 | 2 | Gd | 9 | 1941.0 | RFn | 1 | 252 | 266500 |
| 1458 | NAmes | 5 | 1950 | 0.0 | TA | TA | 49 | 1078 | Gd | Y | 1078 | 0 | 1078 | 1 | Gd | 5 | 1950.0 | Unf | 1 | 240 | 142125 |
| 1459 | Edwards | 5 | 1965 | 0.0 | Gd | TA | 830 | 1256 | Gd | Y | 1256 | 0 | 1256 | 1 | TA | 6 | 1965.0 | Fin | 1 | 276 | 147500 |